Development of a deep learning model for automated detection of calcium pyrophosphate deposition in hand radiographs

A combined deep-learning model detecting CPPD at the TFCC and MCP-2/3 joints in hand radiographs provides the highest diagnostic performance. The algorithm could be used to screen larger OA or RA databases or electronic medical records for CPPD cases. Future work includes dataset expansion and validation with external datasets.

Authors

Guillaume Fahrni (ORCID: https://orcid.org/0000-0003-1583-9602)
Thomas Hügle (ORCID: https://orcid.org/0000-0002-3276-9581)
Fabio Becce (ORCID: https://orcid.org/0000-0001-8444-8504)
Tobias Manigold (ORCID: https://orcid.org/0009-0006-6369-1963)
E. Rosoux
Deborah Markham

Institutions

University of Bern (CH)
University Hospital of Bern (CH)
University of Lausanne (CH)

Publication Details

Journal: Frontiers in Medicine
Published: 2024-10-23
DOI: https://doi.org/10.3389/fmed.2024.1431333
Citations: 3
Primary Topic: Rheumatoid Arthritis Research and Therapies
Type: article
Field-Weighted Citation Impact: 1.41

Funders

Université de Lausanne

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article

Development of a deep learning model for automated detection of calcium pyrophosphate deposition in hand radiographs

Guillaume Fahrni, Thomas Hügle, Fabio Becce, Tobias Manigold et al.

Oct 23, 2024

3 citations

Frontiers in Medicine

Rheumatoid Arthritis Research and Therapies

1.41

article

Development of a deep learning model for automated detection of calcium pyrophosphate deposition in hand radiographs

Guillaume Fahrni, Thomas Hügle, Fabio Becce, Tobias Manigold, E. Rosoux, Deborah Markham

October 23, 2024article en

3 citations

Abstract

A combined deep-learning model detecting CPPD at the TFCC and MCP-2/3 joints in hand radiographs provides the highest diagnostic performance. The algorithm could be used to screen larger OA or RA databases or electronic medical records for CPPD cases. Future work includes dataset expansion and validation with external datasets.

Frontiers in MedicineVol. 11

University of Bern (CH), University Hospital of Bern (CH), University of Lausanne (CH)

Université de Lausanne

Good health and well-being

Openalex Percentile: Top 17%

Rheumatoid Arthritis Research and Therapies

1.41

DOI Open Access PDF OpenAlex

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Development of a deep learning model for automated detection of calcium pyrophosphate deposition in hand radiographs — Guillaume Fahrni, Thomas Hügle, et al. · Frontiers in Medicine (2024) | TGRS Research Map | TGRS